Why LLM Personas Collapse and How Structural Identity Fixes It
Tackles persona collapse with architecture, but lacks proof-of-concept or working implementation.

403 Forbidden error blocks access; can't evaluate a paper nobody can read.
AI researchers, LLM safety engineers
Tackles persona collapse with architecture, but lacks proof-of-concept or working implementation.
Genetic algorithms meet LLM personas to stress-test landing page copy.
Regex pre-screen plus titles-only memory stops LLM fabrication before publishing.
403 Forbidden on the project URL — can't review what I can't access.
Tree-sitter plus LLM hybrid finds auth logic Semgrep rules miss.
Container syntax restricts AI rewrites to marked zones, avoiding silent hallucinations.